{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b85bbf0f-2db4-4d14-a897-6957a4d91509",
   "metadata": {},
   "source": [
    "本文件中代码仅观察预测数据集，不参与训练和预测流程。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7e9ef2f1-a217-4b8f-bdbf-776b722f3176",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False # 用来正常显示负号\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ff03f39f-e19a-48d4-83b2-d618a3f8da79",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHsAAAE8CAYAAABQNL2dAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABAu0lEQVR4nO3da4xuWV7X8d86Vae16nA5p5l20uPptgdBwKjMMK1VEBgaAuEaUSBOHunnBcRpJCAJhmhQKMxAUOJIAopk+oiACVfBCI6EiwwdkIvaA+EF4Q0i7TT2hBkUxsEb57B8sWun1lm11tpr7cuz1977+0kqp+qpvZ9n77XWvtTu9f+1sdYKAAAAAAAA63Bj7g0AAAAAAADAeHjYAwAAAAAAsCI87AEAAAAAAFgRHvYAAAAAAACsCA97AAAAAAAAVoSHPQAAAAAAACvCwx4AALBZxpjfNMY81bHMFxhjvuNAmwQAADAYD3sAAAAijDGfLelbJZm5twUAACAXD3sAAADivlDS1829EQAAACV42AMAADbDGHPDGPNtxphXjDHfLemmpM80xrzVWeanjDEfd/nj50v6nTm2FQAAoC8e9gAAgC35fEkfI+m1kv6VpNdI+iVJnyZJxpgPuPzdL0iStdbOs5kAAAD9Hc+9AQAAAAf0cZJ+0Fr7fyT9kDHmdyW9W9J/N8Y8Ken1kt7OQx4AALBkPOwBAABbYiS5D3L+8PLfH5L0GWoe9nzPoTcKAABgTJRxAQCALfmPkj7XGPNHjDGfI+nRy9d/SNKnS3qdpH8/07YBAACMgpk9AABgS75P0idL+q9qsnreLUnW2t8yxrxK0i9Za/8wsT4AAED1DCXpAAAAAAAA60EZFwAAAAAAwIrwsAcAAAAAAGBFeNgDAAAAAACwIjzsAQAAAAAAWBEe9gAAAAAAAKzI5P/r9Ve96lX2qaeemvpjAAAAAAAANuOd73zne621j4V+N/nDnqeeekovvvji1B8DAAAAAACwGcaYl2K/o4wLAAAAAABgRXjYAwAAAAAAsCI87AEAAAAAAFgRHvYAAAAAAACsCA97AAAAAAAAVoSHPQAAAAAAACvCwx4AAAAAAIAV4WEPAAAAAADAivCwBwAAAAAAYEV42AMAAAAAQEXu3ZOeeKL5F+iDhz0AAAAAAFTkLW+RXn65+Rfog4c9AAAAAABU5OJCunu3+Rfo43juDQAAAAAAAFfe/ObmC+iLmT0AAAAAAAArwsMeAAAAAACAFeFhDwAAAAAAwIrwsAcAAAAAAGBFeNgDAAAAAACwIjzsAQAAAAAAWBEe9gAAAAAAAKwID3sAAAAAAABWhIc9AAAAAACswL170hNPNP+632N7jLV20g94+umn7YsvvjjpZwAAAAAAsHVPPCG9/LJ0927zc/v9u94173ZhGsaYd1prnw79jpk9AAAAAACswMVF83Dn4uLh77E9vWf2GGNeLekHrbWfkFqOmT0AAAAAAADjGn1mjzHmjqTvknRryIYBAAAAAIC4e/ekO3ek01Pp0Uev8nju3Ln6GfD1mtljjPkgSUbSD1trn0kty8weAAAAAAD6aXN4Wm4eT/szmTzbNPrMHmvt+6y1vzdsswAAAAAAQMrFhXT7tnRy0szmafN4bt+++hnwDfq/cRljXgjN7DHGPCfpOUl68skn3/DSSy/1/gwAAAAAAAA87OD/Ny5r7fPW2qettU8/9thjU3wEAACzu3evmVpNrTwAABiivafY79P3FqX3HqG8H2zDJDN7XGT2AADWqq2hp1YeAAAM0d5THB1JDx7E7y1K7z1CeT/cs6zHZDN7uh70AACwZhcXzU0TtfIAAGCI9p5it0vfW5Tee4TyfrANg2b25GBmDwAAAAAAwLgOntkDAAAAAADi/Dyd/f7q51jGTrtOu7yb89Ouf/OmdOOGdH5OtuCWMbMHAAAAAIAD8/N02rwel5+x467TLu//6yOnZ72Y2QMAAAAAQEX8PJ3d7urnWMZOu067vJvz065/fCwZI52dkS24ZczsAQAAAAAAWBhm9gAAMJF796iHBwAAw8TuJ/b7ZqbO+flVVk8oxyd2L+LnAnG/sh3M7AEAYIC2dp56eAAA0FfsfuL4OD/HJ3Qv4ucCcb+yLszsAQBgIhcX1MMDAIBhYvcTu10TvHx2dpXVE8rxid2L+LlA3K9sBzN7AAAAAAAAFoaZPQAATKitld/vr+rp9/ur18j0AQAAY3EzekL3INxzQGJmDwAAg7X18EdHV3X17fftv9TIAwCAMbgZPdL1exDuObaDmT0AAEyorZXf7a7q6Xe7q9fI9AEAAGNxM3pC9yDcc0BiZg8AAAAAAMDiMLMHAAAAAICKuNk77s85uX/+sv4y/ntje5jZAwAAAADAgbnZO+961/UMwFTun7+sv4z/3lgnZvYAAAAAAFARN3vH/Tkn989f1l/Gf29sDzN7AAAAAAAAFoaZPQAATMCth++qnY+tBwAAEFJyv8C9BXzM7AEAoCe3Hl5K187H1qOOHgAAhJTcL3BvsU3M7AEAYAJuPXxX7XxsPQAAgJCS+wXuLeBjZg8AAAAAAMDCMLMHAIAJ+XXy+71044b0yCPSo49evZ6qp6fWHgAAhHCPgD6Y2QMAwEB+nfzxcZPb02pfT9XTU2sPAABCuEdADDN7AACYkF8nv9tJxkg3b0p37ly9nqqnp9YeAACEcI+APpjZAwAAAAAAsDDM7AEA4ABiNfVths+tW83v2uX2e2rwaQsAwJaRx4OpMLMHAICRxGrq3Qyfu3ebf19+WTo6al7fcg1+22a0BQBgi8jjwRDM7AEA4ABiNfVths/pafO7drndjhp82gIAsGXk8WAqzOwBAAAAAABYGGb2AAAwka5ae//3+31T1rXfX/95TXX7qX3xf7em/QYAAKgBM3sAABigq9be/32b33N0JN2///DPjz++nrr9VLv4vyOvAAAAoBwzewAAmEhXrb3/+92uebCz213/eU11+6l98X+3pv0GAACoATN7AAAAAAAAFoaZPQAATCyUO7P1bJpYm9y5Iz366DrboTTDCQAArg2YAjN7AAAYQSh3ZuvZNKk2kdbZDqUZTgAAcG1AX8zsAQBgYqHcma1n08Ta5PbtZnbPGtuhNMMJAACuDZgCM3sAAAAAAAAWhpk9AICDcevOqUGPW2OeT05uUc46uI52AgAAJZjZAwAYlVt3LlGDHrPGPJ+c3KKcdXAd7QQAAHzM7AEAHIxbd04Netwa83xycoty1sF1tBMAACjRe2aPMebbJX2UpB+11n59bDlm9gAAAAAAAIxr9Jk9xpjPlXRkrf04Sa8xxnz4kA0EACxDn0wWhN271/wfqR59VNrvmzbc76XTU+nGDen8vO7so5Jtapfd7x/eZ3//59y/PvtTU38AAAC4es3sMcZ8i6Qfs9b+qDHm8yV9oLX2O0LLMrMHANajTyYLwtp2k6SjI+nBg6t/XbVmH5X0e7usu3+h7+fcvz77U1N/AACA7Zkis+eWpN+6/P59kl7tfeBzxpgXjTEvvuc97+n5EQCA2vTJZEHYxYV0+3Yzu2W3a9pwt5NOTiRjpLOzurOPSrapXXa3e3if/f2fc//67E9N/QEAAODqO7PnmyV9r7X2Fy9Luj7SWvsNoWWZ2QMAAAAAADCuKWb2vFPSx19+/9GSfrPn+wAAKtY3m+Tevavsmf1+mm1bs1Cez9z5MDljIbWM/zt3H+fet9ZUWTyh993vpePj5t+tZmGVjik3+2ntbQMAwFB9Z/Z8kKSflfRTkj5D0rm19vdCyzKzBwCWq282iZ9Hc//+NNu3VqE8n7nzYXLGQmoZ/3fuPs69b62psnhC73t8fJXT9Pjj28zCKh1T0sPZT2tuGwAAcow+s8da+z5Jz0j6RUmfFHvQAwBYtr7ZJBcXV9kzu90027ZmoTyfufNhcsZCahn/d+4+zr1vramyeELvu9s1Dy12u+1mYZWOKTf7ae1tAwDAUL1m9pRgZg8AAAAAAMC4psjsAQCslJ+LEcrHCGVnbCFjZA41ZttI3f29lBwaPx+pT1vnHg+x/W+34fS0+Wo/f2t5NbGx7raDm3UEbE2f8y6A7WJmDwDgIW1GRpuLEcrH8Jdx8zTI0RhXjdk2UnfeSuj3NebQhPKRpLJtzD0eYvvvbkPLf4/2+zXn1cTGuttur7xydV4iCwxb0+e8C2DdmNkDAMjm52KE8jFC2RlbyBiZQ43ZNlJ3fy8lh8bPR+rT1rnHQ2z/2204OWm+2s/fWl5NbKy77eBmHQFb0+e8C2C7mNkDAAAAAACwMMzsAXBQ1IwvS04mjL9MKEuk9myWmvnt1ZUBM2f7hjJu3KwZP/dmyWMh1i+psZ76eapjpeQzaxlHKffuNePpxo1wNk+t2w2UYixvF32PQ2BmD4DRUTO+LDmZMP4y0vUskdqzWWrmt1dXBoz7/aHbN5Zx0/Jzb6TljoVYv6TGeupnaZpjpeQzu7anBv4Y87N5OL9gLRjL20XfYyzM7AFwUNSML0tOJoy/TChLpPZslpr57dWVATNn+4YybtysGT/3ZsljIdYvqbGe+nmqY6XkM2sZRykXF814MiaczVPrdgOlGMvbRd/jEJjZAwAAAAAAsDDM7AFQFeqUD2+sNs/J+6B/p+Pn5Ryynbv6tSsnpisX6tBS2xTKqCrdfj93ye2v/V46PpbOz+OfE1ov9hl9+mQuoTyq2OvuNu/3TYbPrVvz78Na1TJGtqrG8yTGUdOxVdO2YHrM7AFwcNQpH95YbZ6T90H/TieUl3Oodu7q15ycGKmecZHaplhGVWjZrvdv+8ntr1deuZ515H9OaD3/c4f0yVxCeVQ5OVVum829D2vFuXteNZ4nMY6ajq2atgXjYGYPgKpQp3x4Y7V5Tt4H/TsdPy/nkO3c1a9dOTFduVCHltqmUEZV6fb7uUtuf+12zUONs7P454TWi31Gnz6ZSyiPKva6u827XZPhc3o6/z6sVS1jZKtqPE9iHDUdWzVtC6bHzB4AAAAAAICFYWYPgNlRi16HVK12qI9Cy7t5I34GyX5/mP3YorZ/Tk+vMl1C/TXlcRbK4knlyiwxGyC2j6FMnVhbh46Rrkya1DaEtrFP34cyfA6d/VSqJJfo0J8N9NFnXA0Zi1Nk9qFbTnstqU3Xtj9bwcweAAdBLXodUrXaoT4KLX98/HDeiJuncXQk3b9/mH3ZGrd/pKtsE+lw2Tj+eIjlr8SWX4LYPsYydaTr+xc6Rtp1Y5k0Je2WOlZD2xN639D21NhHJblEU493YAx9xtWQsThFZh/HQ7ec9lpSm65tf9aEmT0AZkcteh1StdqhPgot7+aN+Bkku91BdmOT2v45ObnKdAn115THWSiLJ5Urs8RsgNg+hjJ1Ym0dOka6MmlS2xDaxj59H8rwOXT2U6mSXKJDfzbQR59xNWQsTpHZh2457bWkNl3b/mwFM3sAAAAAAAAWhpk9ACYXqtNNZUJQ1zu/VMZHbn4P/TitnEyXe/eaHJ8bN6bPTMrJeVnSmCjZn3aZVOZO188525I6h7Y5QV25TU880eQF3bgh3bp1PdenXb/PdvbZj67f7fcPb+vQ7Wn38+bN68dFn5ykJY3pvtycqZxzvy92LG2h7VLca+n5eTjbLue8cah23Hp/+bqy0PpkioUy3Q4td4wxHlbAWjvp1xve8AYLYP3u3rVWav71Xzs6iv/OfQ2H1fZBqB9Cv0v1Mf04jVj7uq+7fXV0dJjtCR3TXdtco5L9aZdxl/X3tevnnG1JnUPbf93+jh2n7lfsd322s89+dP3O34+h2+Pvp3tc5BxTJfu0Fv7YKh0fsWNpC22XEjoe/fN0znnjUO249f7ype6T3N/H2iv0e/9Ym6Otc8cY42EZJL1oI89imNkDYBShOt1UJgR1vfNLZXzk5vfQj9PKyXS5uGhyfIyZPjMpJ+dlSWOiZH/aZVKZO10/52xL6hza5gR15TbdvdvkBRnTzOLxc33a9ftsZ5/96Prdbvfwtg7dnnY/j4+vHxd9cpKWNKb7cnOmcs79vtixtIW2S3GvpWdn4Wy7nPPGodpx6/3l68pC65MpFsp0O7TcMcZ4WD4yewAAAAAAABaGzJ6ZjFFzPnedZJ9a1CHLbcVa2mPMfIq1tMlUSo61NpMjlcsxRl7PkO3E+KZse3/srKmPQ1kjXTkN7no5uUlD2iw3MyKU39P+fqxMp9LzUGhb/PO+u1zsutCV+9anff38Irf9UhlOa5Zq05xjAuOJXYfdMRrK32qXi50Thh7DJe+xNqnzUe56fftjKiV5XKl7xa2eMxchVt811teWM3vGqjmfs06yTy3qkOW2Yi3tMWY+xVraZCqlx1pX7sIYeT1DthPjm7LtQ2NnLX0cyhrpymlw18vJTRrSZrmZEaH8Hn/9oZlOfc5DqfwHf7nY77ty3/q0byjXx/9+LWM8V6pNc44JjCd1HQ7ld4WOjVSmV99juOQ91iZ1PipZr6Z735I8rtS94lbPmbVQIrOHhz0Tev75ZtA///w864+haxtyt7GGfanJWtrD34+S/Rqy7haVHGu3b1t7ctJ83bkTbuN2Off3/nvE1h1jOzG+KdveHztr6uN2f559Nu/48Ndrlz85sdaY5n1Sy/bZvtS2uNsfWq5r20q3peQ8FNoW/7zvLhe7Lrh9E3qvPu3rnivv3Hm4/UKftwWpNs05JjCe2HXYHaPu+A0dG6FzwtBjuOQ91iZ1Pspdr29/TCXn82PL+ONxi2OiFqmHPWT2AAAAAAAALAyZPTObsx4zVWc5xzaN+blLqHPt+z6p9+5bMzy2kvyXWDaPvy+pGvTa1HoMdY2dWI5Gqu567mMNaV25JjnZKUhLncdqUMO1NXUt88fmft/8n7LGyBAqzRXJWWfu6+vcuu4d9/twDtShcn1qO/5K5OafuNl7N28+3NY59425x0YsG6jW9h2SMTP0M/x2a4+B8/Pr+V+xvmh/d34+zjlwKHc/co7ltg1C2x+6v6/hb5TNi035Getry2VcrTnrMbvqLA+9TWN+7hLqXPu+T+q9+9YMjy2WV9E11kLrtfuSqkGvTa3HUM7Y6cr0KBmPmF9Orgl9OkzqPFaDGq6tqWuZPzbdc/4Y21pyn5OzztzX17l1tZ2fb+T/fuq2q+34K1GSf+J/tW2dc9+Ye2yElqu5fXO2bej25/zt5LZbqJ9ys5aGngOH8rct9HrsniK2jts+NfyNsgUis2dec9Zjpuos59imMT93CXWufd8n9d59a4bHVpL/4m5nKBOg3ZdUDXptaj2GusZOLEcjVXc997GGtK5ck5zsFKSlzmM1qOHamrqW+WPz2WebPxLGyBAqzRXJWWfu6+vcuu4dn302nAN1qFyf2o6/Ern5J2723vHxw22dc9+Ye2zEsoFqbd8hGTNDP8Nvt/YYODu7nv8V64v2d2dn45wDh3L3I+dYbtsgtP2h+/sa/kbZgtTDHjJ7AAAAAAAAFobMngPpUx+YW7ub875j1yd2bVusNnWKbZn6fcf4/NLsnbE+d26xeu/c7J3YWK95n1s1bGOsrf266vPzw2SO1NImc2/DoaTOO35Nfd9r1OmpZIx061b+uQ/TK70epd6nK2/Cz7GJvf9+32Q/tGMlNH5C2SJDx0/Xe5a2x9Iy5KbgZ3nE8oxqOf5zclYOvT2hc6c/vtyMnpJx5h63OWPUPzaXYM6+C+VJ+nlKbZuH+sJdt8b72lgmj/s7d19S95l+G/jtMtf5M3bO2pzYlJ+xvrZUxtWnPrCkdrfrfceuT8zZtkNnfMxdg5n6/Jwa6ik+d26peu+c2v3YWK95n1s1bGOsrWP15FPX5NfUJjWPnbGkzjs5OQ+57586lrfU3jUpvR51vU9X3kTO+dnNowjlWoTWHWP8dL1nn/ZYUobcFPxrc2gcuMvN3T5d96yH3r6ua7Ofe1Q6zkLX+NS6fT5jbnP3XShPMnReCPWFv25t97Whe/fQ71LnQnd/Uuf6ufY5ds5aI5HZcxh96gNza3dz3nfs+sSubYvVpk6xLVO/7xifX5q9M9bnzi1W752bvRMb6zXvc6uGbYy1tV9XfXb28Lau9RitZRsOJXXe8Wvq+16jTk6au4XT0/xzH6ZXej1KvU9X3sTdu3nn52efbbIf2rESGj+hbJGh46frPUvbo93fpWTITcHP8ojlGdVy/OfkrBx6e0LnTn98uRk9JePMPW5zxqh/bC7BnH3njvVQX7ltHuoLd90a72tjmTzu79x9Sd1n+m3gt8tc58/YOWuNUg97yOwBAAAAAABYGDJ7JhLLKnHrF9t65/PzdG1kSS1hVxZH7nvn1rT7+9knCyDURrE61ppqWmNyt9evec95P1dbY/3II3XlBuz38bEXqnX2a3q7xoP/XjXkv4xZ8zt0v0rroFPHeg1tPIfc/V5q+7THaOq8g3HUNkZys0tCy7njJifjoyv3YawcnZz9zLmHCd13dGXQ1NS/c2yLfy6JjZv2XiXnXnHI+Tf1Wk15Qn0/O2e9nHbpav9U3k/sPi4nW2jqNo/tZ+iec8rPKf3bqXbu/qX+5gv9HNrPQx97XcfE0vpjVLEpP2N9rbmMK1SLmKpf7KqNHFKn26duP7em3d/PvlkAufX/NdW0xuRur1/znvN+Lr9OtpZ2SWUZxGqdY/W7qZraGsbCFDW/Q/ertA46dazX0MZzyN3vpbaPe/xhWrWNka5reeqa746bnIyP1Lmo6/PGOg+W3MOErkddGTQ19e8c2+KfS1LjJvdeccj5N/VaTXlCfT87Z72cdsm9Ny25jys5J0zV5rH9DN1zTvk5pX871c7fv9hxHPt57vv3rmNiaf1RSmT2TCOWVXL37sO16sY02Qmp2sh2ndzPvXs3nsWR+965Ne3+fvbJAgi1UayOtaaa1pjc7fVr3nPez9XWWN+8WVduwLPPxsdeqNbZbauc8eC/Vw35L2PW/A7dr9I66NSxXkMbzyF3v5faPu0xmjrvYBy1jZHc7JLQcu64ycn46Mp9SH3eGOfB0nuY0H1HVwZNTf07x7b455LYuGnvVXLuFYecf1Ov1ZQn1Pezc9bLaZeu9k/l/cTu43KyhaZu89h+hu45p/yc0r+daufuX+pvvtDPof089LHXdUwsrT9KpR72kNkDAAAAAACwMGT2jKyrDrGrLjBWVzhGBkdbaxmqw82tN3Xr9GO5Oqlt6LP9oX3IrRedQ6hG2G33VB10u1zf3Joa9j+2HSX5DbHX/NdrqLnvqlPPHc85td45bRLb1r7ZGbmfsRSl+9eVbbCkevyx+3AtY2JpDpV7Ecu36MrsiF3DUtt7iLGUk9sw5D6lZjnXiJzstpL9zs0Gc+992rFzfh7PhHK3YYn5Y6G29u9rU5k5ue/b9XrpNoYyJkuvj6mxFPs5N2enXb4dO25G1FSWdh7IUXLvmbN+TW0UGsdD93fxYlN+xvpaYxlXVx1iV11gqq5waAZHKuMlt97UfY9Yrk5qG/psf2wfcj53Dv62hto9VcM6JLemhv2PbUdqHHfV08aWnXN/Y2MytlzXeM6p9c5pk9S29snOyP2MpSjdv9R+d61TW3uN3YdrGRNLM3W7p645od/HrnUl16VDjKWuc+rQ+5Sa5V4jQn3Wt41ys8H8e5/UfZK/bUvMH4u1dSg/ZMi9f9frfbfRbevS62NqLMV+zs3ZiY2jQ59Tlq7k3jNn/ZraKDSOh+7vEmjszB5Jr5b0sznLrvFhT1cdYlddYKyucIwMjrbWMlSHm1tv6tbpx3J1UtvQZ/tD+5BbLzqHUI2w2+6pOuh2ub65NTXsf2w7SvIbYq/5r9dQc99Vp547nnNqvXPaJLatfbMzcj9jKUr3ryvbILZOjfXfY/fhWsbE0hwq9yKWb9GV2RG7hqW29xBjKSe3Ych9Ss1yrhGx60DfNsrNBnPvfdqxc3YWz4Ryt2GJ+WOhtvbva1OZObnv2/V66TaGMiZLr4+psRT7OTdnp12+HTtuRtRUlnYeyFFy75mzfk1tFBrHQ/d3CVIPe4oze4wxdyR9r6Q/Zq39mK7lyewBAAAAAAAY19iZPQ8kvUnS+wZt1cK4NcOhrIbc/Aa3TtfN8PDr4UNZL0MyTLryPPwa/JI8itxti9VMhur/pettPlZtZU6N8ND8k6567dhy7mvn5/E6dXcf5s4NGaNWfOj7LUXuvsXGWDsmzs/X20aHlJtx4WeXxc5ZNQudp1PnGGxP6X1GDefxkiyGUPZLbmZI7dcl9x4jN/+kXW/o/pfcx+RkzsTusf2x2XUPV1t/HWKbhvx90rWd/vFTco7oyuIMfbbfzznjemiWzND1lyb3bxV/2dx7pznO/7Hf+fu29r59SGzKj70q2XqbpBecr4vL119IrPOcpBclvfjkk08ebg7ThNyaYb/21trwayF+vWmqHj63BjZHavv8bXI/o6SGtmvbUjWToc8KtfkYtZU5NcI57ZWqVY0tk1MzGhojXfswZ93pkPGYO07WInffUuPnUHXqW9DVH6FzReqcVbPQeTp1jsH2lN5n1HAez7n+tkLZLzn3A6n3rIV7TOfmn7jrDdn/kvuY2PvEzk+h+6ySe7ia+usQ2zTk75Ou7fSPn5JzRFcWZ+iz/XVzxnXO/XnJvtc4jsaU+7eKv2zuvdMc5//Y7/x9W1vfauzMnuY94w973K+1ZPa4NcOhrIbc/Aa3TtfN8PDr4UNZL3fv9s8w6crz8GvwS/IocrctVjMZqv+39nqbl+5z1/amaoSH5p901WvHlnNfOzuL16m7+zB3bsgYteJD328pcvctNsbaMXF2tt42OqTcjAs/uyx2zqpZ6DydOsdge0rvM2o4j5dkMYSyX3IzQ2q/Lrn3GLn5J+16Q/e/5D4mJ3Mmdo/tj82ue7ja+usQ2zTk75Ou7fSPn5JzRFcWZ+iz/X7OGddDs2SGrr80uX+r+Mvm3jvNcf6P/c7ft7X1bephT3FmT8sY84K19pmu5cjsAQAAAAAAGNfYmT2b1tasupkZOfWwqVrBnFrkdv2bN6UbN64+PyezJVX/XFJPnfocdz2/jdptDOUUlWx77rbmtkGO1Oen1umqRU6t16cueY1K2mNOfk366en1PJdUpoGfB9NVEx2qY8/Nl9qCUH/knLe6fnfvXvNeN24sM+PGPeffuCHduhUej1saK8izlKyDNV5Dc+8nSu87pt7/3Gte7jq518Ql5qkdWtffH6Ex1SejJXcd/5q03zc/P/JIWQZVe57y/9bomz0z5BhZyvllarW2Q63bNZnYlJ+xvtZSxtVy605L8m1StYI5tcju+n4ddOlnh94vt546pzbSb6PYz6XbnrutuW2QI/X5Xeuk6l1T6/WpS16jkvaYk7+doTyXUH+F9i+nJtpfL3UcbWGc+GL90XXe6vqdey5YYsZN6FwWGo9bGivIk7p/qckar6G59xOl9x1T73/uNS93nZJrYp97vS3p+vsjNKZy719Lrimxa1Lsb4au/gz9XdM1zkruAUos5fwytVrbodbtGkJTZPbkfq3tYU9bs+pmZuTUw6ZqBXNqkdv1j4+tNebq83MyW1L1zyX11KnPcdfz26jdxlBOUcm2525rbhvkSH1+ap1YG6a2N7d2Pue91qCkPebk16SfnFzPc0llGvh5MKHvY5/XdRxtYZz4Qv2Rc97q+t3zzzfvZcwyM27cc74x1p6ehsfjlsYK8iwl62CN19Dc+4nS+46p9z/3mpe7Tu41cYl5aofW9fdHaEz1yWjJXce/Jj37bPPzzZtlGVTtecr/W6Nv9syQY2Qp55ep1doOtW7XEKmHPb0ze3KR2QMAAAAAADAuMntG0mbRuHkNsSyYnJpQ//3GqolNvU9bC9s3ryHUBm47dNXKhj7Pr7f2c30OWW/u9mdoG3JrnWP7W9Iua7LU/crNCOjK50m93rVOSdZUSWbF1uTmOuSM1SW1c+iclpvVsIT9Qx2Weo6vWeqc1be9Q8d6nzzDPp8VW8b9fPceM7R+6X3z1vTJRUq9nvN5OdmbsXv8ru1I7U/s2obly7lfLslycpeL/R28arEpP2N9ramMy83IaPm17P7rqZpQ//3GqolNvU8s3yO3fjHUBn475NTYhtrH3TY/jySntnsM7n6EtiG31jn2viXtsiZL3a/YdofGbLtM1zolteGx80vX9taeczSHUJ/1PbcsqZ1D57Su89eS9g91WOo5vmapc1bf9o4d61PeT+WcS/28lqOj8Pql981b03Xu7nN/kvN5Jfe/JduX2p/YtQ3Ll3O/XJrl1C6Xkxe7RCKzZxxtFo2b1xDLgsmpCfXfb6ya2NT7tLWwffMaQm3gtkNXrWzo8/x6az/Xp6vmdkxuf4a2IbfWOba/Je2yJkvdr9yMgK58ntTrXeuUZE2VZFZsTW6uQ85YXVI7h85puVkNS9g/1GGp5/iapc5Zfds7dKz3yTPs81mxZdzPd+8xQ+uX3jdvTZ9cpNTrOZ+Xk70Zu8fv2o7U/sSubVi+nPvlkiwnd7nY38FLl3rYQ2YPAAAAAADAwpDZc0B9cnf6LBNbpytnpo8+WSN99anx7vMZfr7Q6alkTPPlZzKV7F/J8rHa5NTYcfebWvVptO16fh7ODgi1uz+m2uVCOVZduSmhHKCubWUMpMX6ws+CaOu4t1b/74/DqTI8sGxrPt/UuG+l9wj+erGMlFj24pBt61q2K9uuT/5KLLsjdj2urX+XInXP47eve58Tu19tx9/5+bB74JLt55p2WFMdb33+xubYF2VcY+uqey2pYS6pJfRrGGPZDH3k1E6OVffYp8a772f4tb7uzyXbU7r9sWVzx85Y/Yqw0Phw2zrU7v467nKlGVAl9cSMgTyxvnDbLSdPYK1C43BL+488az7f1LhvpfcI/nqxc1ose3HItuUsm9oXd5nSLA5/+dT1uKb+XYque57Q/Yt/H+O+Ryw3r/QeuHT76f/Dmep46/M39laOfZHZczh9cnf6LBNbpytnpo8+WSN99anx7vMZfr7QycnVxcDPZCrZv5LlY7XJqbHj7je16tNo2/XsLJwdEGp3f0y1y4VyrLpyU0I5QF3byhhIi/WFnwXR1nFvrf7fH4dTZXhg2dZ8vqlx30rvEfz1YhkpsezFIdvWtWxXtl2f/JVYdkfselxb/y5F6p7Hb1/3Pid2v9qOv7OzYffAJdvPNe2wpjre+vyNvZVjP/Wwh8weAAAAAACAhSGzZ8HcHInSesMaahtrqZXMrdlN1YCnclb65CuN0Sa1tO/auJkGsdyEnFyBWP+UjiH6ub+uY9/P6gktu+b2zxmjQA7GzGGF2tvNQ/EzcGLXrFr7LSezKHU9JqtlPrn3OEPvp1Of3+Y2uV83bzbX+9e+9vrfVqGsJxxW1zEey4EquS/fImb2VO74WHrwoPn+7l3pXe/KX/eJJ6SXX46vF/p91zqlxn6/odshpbelXe7oqGn3dll3P6Tw97n7N2ab1NK+a9Med0dH0uOPP9zGsTESEuuf2HgqfR906zr23XNs26f+smtu/5wxurZ9xjQYM4cVam/3fNZqz2uxa1at/eZvV+qeNbRvufd9GF/uPU7pvVDp5+fwx5f/Og4n5xiX4n+L5dyXrxUzexZst2v+D1Gnp9LFRdm6FxfNgI+tF/p91zqlxn6/Idtx+3bzVDi1Le327nYPb7e7H7HvS7ZlrDappX3XZrdrLhq73fU2jo2RkFj/lI4h+rm/rmPfPcfuduFl19z+OWMUyMGYOaxQe7fXrrOzq3NZe62KXbNq7bfYtTd0bg7tW+59H8aXe48z9H469fm3b0snJw9/HR831/unnrr+t5W7DmNmHl3HuHs8h8ZOzn35FjGzBwAAAAAAYGGY2YNq9K3JHbses/T9psjm6ao1p+60PrnjJqdGPZUL1f5M/Xi5MY6dVNbDWo9Nf1zG8ouA1lqPhRrFsiy2dp5qlezf2ttiblPkpeTkNY3x3uQ61cPtCz9nzL8fcbPJTk+bWVp9sm23gpk9OKi+teElOSlTvF+f7c7NTErVmm+x7rRmueMm1X85uVDUj/c3xrGTynpY67Hpj8tYfhHQWuuxUKNUloW0nfNUq2T/1t4Wcxv7/tx9z1Re0xjvLZHrVAv3fObfh/j3I6+8cj2brP3dVvuQmT2oRt+a3LHrMUvfb4psnq5ac+pO65M7bnJq1FO5UO3P1I+XG+PYSWU9rPXY9MdlLL8IaK31WKhRLMtia+epVsn+rb0t5jZFXkpOXtMY702uUz3cvvBzxvz7ETeb7OSkWb9Ptu1WMLMHAAAAAABgYZjZg9GtpQY6Vgdf677l1u3XvA+Io9/CxszM6pv1QN8AqEFp5khsGc5pwDSZQwiLZTG5bZ+bd0o/5WNmD3pZSw10qg6+xn3LrduveR8QR7+FjZmZ1TfrQaJvAMyvNHMklu3D9QaYJnMIYbEsJrftpby8U/rpYczswejWUgMdq4Ovdd9y6/Zr3gfE0W9hY2Zm9c16oG8A1KA0cyS2DOc0YJrMIYTFspjcts/NO6Wf8jGzBwAAAAAAYGGY2XNg1BPOY8vtTs0xlsAdp105E+7yjOfDoL3RB+NmOrGMi6HZO/QZpjDXuBr6ueTzHUbfzMSx33trmNkzAeoJ57HldqfmGEvgj1MpPVa3fEzPgfZGH4yb6cQyLoZm79BnmMJc42ro55LPdxh9MxNz+mHr5zRm9hwY9YTz2HK7U3OMJXDHaVfOhLs84/kwaG/0wbiZTizjYmj2Dn2GKcw1roZ+Lvl8h9E3M3Hs994aZvYAAAAAAAAsDDN7sGldtbhrqvO8dy8vCwV1WdMYDMkZl/5xWrI8xkGbAvXJye1BHtoOLcbCYe330vFx82+uPn/T0K/XMbMHq9dVi7umOs92X6R17M9WrGkMhuSMy9Bxmrv8GttsDrQpUJ+c3B7koe3QYiwc1vFxk9V4dCTdv5+3Tp+/abbar8zswaZ11eKuqc7z4iIvCwV1WdMYDMkZl/5xWrI8xkGbAvXJye1BHtoOLcbCYe12zYOe3S5/nT5/09Cv1zGzBwAAAAAAYGGY2QNsTGn+CTC1WB11LEfrzh3p9LQZt/t9OrOCGm0AS8I5a370ATC/2N8oXXmryMfMHmCFSvNPgKnF6qhDr7t12lIz9ffBg3hmxVZrtAEsE+es+dEHwPxiuTxdeat4GDN7gI0pzT8Bpharo47laN2+LZ2cNON2t0tnVlCjDWBJOGfNjz4A5hf7G6UrbxX5mNkDAAAAAACwMMzswWp1ZXdsqc4zta/t79zsEz8XZYtthsMI1V7v91d12v64TI1jv7abTCoANRjj2sn1N2xou3Tlf9Duw9XehrVv35qFckT9TEb/X/ppPMzswaJ1ZXdsqSY7ta/t79zsE+nhXJQtthkOI1R73Y5FKTwuU+NYuj5e3dcA4NDGuHZy/Q0b2i5d+R+0+3C1t2Ht27dmsRxR6er+z/+XfirDzB6sVld2x5bqPFP72v7OzT7xc1G22GY4jFDt9W53Vaftj8vUOPZru8mkAlCDMa6dXH/DhrZLV/4H7T5c7W1Y+/atWShH1M9k9P+ln8bDzB4AAAAAAICFYWYPNiGUBdKVAbImJflFsbYCxpbKSgj9HMrkiY3VrRzbAOo35HzUlSmD4bqyeuiD7aK/p0PW4vyKZvYYYz5Y0vdJOpb0fklvstb+v9Q6zOzBofi5NFJ3BsialOQXSeG2WnP7YB6prITYGJWuvxYaq9TgA6jFkPNRV6YMhgv1T6zd3e/pg/XjXmI6ZC0expgze75A0jdZaz9V0rslffrQjQPGEsoC6coAWZOS/KJYWwFjS2UlhH4OZfLExupWjm0A9RtyPurKlMFwXVk99MF20d/TIWtxfr0ze4wxPyjprdbaX0wtx8weAAAAAACAcfWe2WOMeZsx5gXn6+Ly9Y+VdCf2oMcY85wx5kVjzIvvec97Bu8AkJKqtd16HW6qRn2/L2+brbcnxhHLjyoZW4xFALUYmvdCXsxhhDLgzs+l4+PmtVTb7/fSjRvSrVvXf0+fAeU4bg6jeGaPMeZRST8h6fOstS91Lc/MHkwtVWu79TrcVI16m4FS0jZbb0+MI5UflTu2GIsAajE0c4fMnsMIZcC1jo6kxx+Pt/3xcTzjkOsRUI7jZjyjZfYYYx6R9AOSvirnQQ9wCKla263X4aZq1He78rbZentiHLH8qJKxxVgEUIuheS/kxRxGKAPu7Kx50LPbpdt+t5OMkU5Pr/+ePgPKcdwcRun/jetLJH2DpF+5fOnbrLXfn1qHmT0AAAAAAADjGm1mj7X226y1d6y1z1x+JR/0AHPZch1oqCa9zQFwf46t47Zbah2gj9IcKf937jJbPs4BHNa9e82sjhs3mvNQyXpPPHGVDfPa1zb/np8319fTU66xh9CVFedfT3KuS2T3AKhd7/8bVy5m9mAOW64DDdWkuzkA7c+henM/N6V9PbQO0EdpjpT/O3cZabvHOYDDcq+HR0fS/fvl66VwHptWV1Zc+5p//5O6LpHdA6AGo83sAZZiy3WgoZr0NgfA/Tm2jttuqXWAPkpzpPzfucts+TgHcFgXF9LJSZPbstuVrXf37lU2zFNPNf+enTXX15MTrrGH0JUV519Pcq5LZPcAqB0zewAAAAAAABaGmT1YrVCeR5sxE6qzRj63bfvkFABTCWUvnJ83/8XdGMYpgOm0WXY3bzbXxTZ7x7/vaJdzM3lSmS6h8xr3L+Pr6gM/pzCnL/y+I+sQQC2Y2YNFi+V5SOE6a+QLZf+U5BQAUwllL7gYpwCmksrgCWXAtLpyxkLnNe5fxpfK1QnlFObk8MSuSfQfgENgZg9WK5Tn0WbMhOqskc9t2z45BcBUQtkLZ2dXv2ecAphKm2V3fNxcF9vsHf++o13OzeRJZbqEzmvcv4yvqw/8nMKcvvD7jqxDALVgZg8AAAAAAMDCMLMHqxarj6bmveG3Q6hdQvXmbs5A6v0AYEycY1A7Py+w6zqZuu76OT+p98Vh+PdB5+fNTK79Pt5HnLcA1IiZPVi8UI21+/rWa6b9dgi1SyoDxW8/2hXAlDjHoHZ+pl3XdTJ13Q3l/JA5OK9YLtPRkfT44+E+4rwFYC7M7MGqxeqjqXlv+O0QapdQvbmbM5B6PwAYE+cY1M7PC+y6Tqauu37OT+p9cRj+fdDZWfNwZ7eL9xHnLQA1YmYPAAAAAADAwjCzB8BDunJ7Qq9Rjw7gUDjfoDYlY9LPEszJ4mHMzye37d1+bPuX7B4ANWNmD7BBXbk9qSwf6tEBTI38C9SmZEz6WYJSdxYPY34+uW3v5yxJZPcAmB8zewA8pCu3J/Qa9egADoXzDWpTMib9LMGcLB7G/Hxy297tx7Z/ye4BUDNm9gAAAAAAACwMM3sAdOrK52kzCE5Pr3IIAGBs7rmmPd+ksk7c9cjKwNT8ceZfO92snq73yBnXqEvsXonzD4AaMbMHgKTufB43g0CiHh3ANPxzjZTOOvHX49yEKfnjLHTtlPLGas64Rl1i90ru9/QlgENiZg+ATl35PG0GwcnJVQ4BAIzNPde055tU1om7HlkZmJo/zvxrp5vV0/UeOeMadYndK3H+AVAjZvYAAAAAAAAsDDN7ACCBuntgfqkslNCyXdkoufkpQF9cL9attH8ZDwBqw8weAJvXlVcEYHqpLBT/WHRzfWLHas4ywBDkRK1baf8yHgDMgZk9AJBA3T0wv1QWSmjZrmyU3PwUoC+uF+tW2r+MBwC1YWYPAAAAAADAwjCzBwAudeWAUG8P1OnePen0VLpxQzo/v8rj2e/Dx20oA4gMHwBj4ZwCoHbM7AGwKTk5INTbA/VxM3hcR0fSgwfXj9tYBpDEMQ5gOM4pAGrAzB4AuNSVA0K9PVCniwvp5EQyRjo7u8rj2e3Cx20oA4gMHwBj4ZwCoHbM7AEAAAAAAFgYZvYAwCVyeYDlKcnG4BgHAABgZg+AjSGXB1iekmwMjnEAALAVzOwBgEvk8gDLU5KNwTEOAADAzB4AAAAAAIDFYWYPgE0gqwNYNv8YDmX1uMuEvt/vpdNT6caN5vuczwEAAFgbZvYAWA2yOoBl84/hUFaPu4x0/fujI+nBg+bnoyPp/v3uzwEAAFgiZvYA2ASyOoBl84/hUFaPu0zo+91OOjmRjGm+z/kcAACAtWFmDwAAAAAAwMIwswfAprjZHbFcjq4sEAB16Dou791LZ/S0x/rpaXO8t+eF1PkBAABg6ZjZA2B12jyONrsjlMvRlQVCjgdQh67j0j2WQxk97u/bZR48SJ8fAAAAloCZPQA2xc3uiOVydGWBAKhD13F5cZHO6GmP9ZOT5nhvzwup8wMAAMDSFc/sMcY8KukNkn7ZWvveruWZ2QMAAAAAADCu0Wb2GGMel/RvJf0FST9tjHlshO0DgINyM0DI6QHWIyffx8/qAgAAWKOimT3GmE+R9H5r7S8aY94q6SettT+eWoeZPQBq42aASOT0AGtRku/DMQ8AAJZutJk91tp/d/mg541qZvf8whgbCACH5GaAkNMDrEdOvo+f1QUAALBGyZk9xpi3SfoI56V3SPo6Sf9E0kdK+ovW2t8PrPecpOck6cknn3zDSy+9NOY2AwAAAAAAbFrvmT3W2i+21j7jfL3FNr5U0s9L+uzIes9ba5+21j792GPE+gAYR2m+jr/8fi8dHzf/+svs92T3AGvlnwvI6gIAAGtXmtnztyW9Yq39F8aYfyzp7WT2ADiUrjyOruWPj6UHD6SjI+n+/YeXOTpqfkeOB7A+/rmg9FwCAABQo9EyeyQ9L2lvjPkZSUeSfmLoxgFArtJ8HX/53a55qLPbXV9mtyO7B1gr/1xAVhcAAFi7opk9fTCzBwAAAAAAYFxjzuwBgINz8zXGyNoI5XfcuSM9+igZHkDtUueD0PmBfB4AALBFzOwBUD03X0ManrURy++QyPAAapc6H4SyeMjnAQAAa8XMHgCL5uZrjJG1EcrvuH27md1DhgdQt9T5IHR+IJ8HAABsETN7AAAAAAAAFoaZPQBWJZTZsd83/56fN/+L9f2++z3I6QHWjbweAACwVczsAbA4ocyOoyPpwYOrZY6OpPv3u99DIssDWCvyegAAwJoxswfAqoQyO3a75t+zs+ZBz27X/R7k9ADrRl4PAADYKmb2AAAAAAAALAwzewCskp/HEcvn2O+lGzekW7fI7gAAAACwfszsAbBYfh5HLJ/j+Pgqz4fsDgAAAABrwMweAKvk53HE8jl2O8kY6fSU7A4AAAAA68fMHgAAAAAAgIVhZg+ARYtl8cR+57623zdlXOfn8fcAAAAAgDVhZg+A6sWyeGK/c1975ZWrvB6JzB4AAAAA68DMHgCLFsviif3OfW23k46OpLOz+HsAAAAAwJowswcAAAAAAGBhmNkDYPHaHJ79XrpzR3r00av8nf1eunFDunXr6rVUzg8AAAAArBkzewAsQpvDc3R0lcHT5u8cH19/LZXzAwAAAABLx8weAIvX5vDsdtLt283snjZ/Z7eTjJFOT69eS+X8AAAAAMCaMbMHAAAAAABgYZjZA2Dx/Ayee/euZ/cAAAAAAJjZA2Ah/Aye9meJXB4AAAAA28PMHgCL52fwXFxcz+4BAAAAAPCwB8BCvPnNzeydN7/56rUP+ADpG7/x4dda/K/XAQAAAGwVZVwAFqnrf63O/3odAAAAwJpRxgVgdbr+1+r8r9cBAAAAbBUzewAAAAAAABaGmT0AAAAAAAAbwcMeAAAAAACAFeFhDwAAAAAAwIrwsAcAAAAAAGBFeNgDAAAAAACwIjzsAQAAAAAAWBEe9gAAAAAAAKwID3sAAAAAAABWhIc9ABbj3j3piSeafwEAAAAAYTzsAbAYb3mL9PLLzb8AAAAAgDAe9gBYjIsL6e7d5l8AAAAAQNjx3BsAALne/ObmCwAAAAAQ12tmjzHm1caYXx57YwAAAAAAADBM3zKut0o6GXNDAAAAAAAAMFzxwx5jzCdL+n1J7x5/cwAAAAAAADBEMrPHGPM2SR/hvPQOSZ8s6S9J+teTbRUAAAAAAAB6ST7ssdZ+sfuzMeZC0rdaa3/XGBNdzxjznKTnJOnJJ58cYTMBAAAAAACQo7SM61Mkfakx5gVJrzPG/LPQQtba5621T1trn37ssceGbiMAAAAAAAAyFf2v1621b2y/N8a8YK39a+NvEgAAAAAAAPrq+3/jkrX2mRG3AwAAAAAAACPo/bAHAAAAAAAA9eFhDwAAAAAAwIoYa+20H2DMeyS9NOmHHM6rJL137o3A5OjnbaCf148+3gb6eRvo522gn9ePPt4G+vlw/oS1Nvh/xZr8Yc+aGGNetNY+Pfd2YFr08zbQz+tHH28D/bwN9PM20M/rRx9vA/1cB8q4AAAAAAAAVoSHPQAAAAAAACvCw54yz8+9ATgI+nkb6Of1o4+3gX7eBvp5G+jn9aOPt4F+rgCZPQAAAAAAACvCzB4AAAAAAIAV4WEPAAAAAADAiqz+YY8x5tuNMT9vjPlq57VXG2N+tmO9m8aYt1+u+0WXrz1pjHnBGPMOY8zzxhhTsO611zCeivo5a130U0s/O7/7M8aYnxhj33Clwn7+EWPM68fYNzRq6WNjzIcaY37KGPMLxpivGXMfMU8/Xy77UcaYH3Z+vm2M+RljzM8ZYz5jjH3DlYr6+fWXffwzxpivHWPf0Kilj53XP80Y8x1D9gnX1dTPl+/5s8aYPz50v7Zs1Q97jDGfK+nIWvtxkl5jjPlwY8wdSd8l6VbH6n9D0ouX6362MeYDJX2xpC+x1n6ypCck/dmCdUOvYQSV9XPuuihUWT/r8qL1TZIeGbpvuFJhP3+BpN+w1v7y4J2DpOr6+MskfY219mMlfZox5rHBOwhJ8/WzMeZPSvqHkj7Yefktkv65pDdK+vLUHx0oU1k//3VJf9la+0ZJf8UY88GhdVGmsj6WMeaPSnqrJI7jEdXWz5L+lqQfstb+Vu+dwrof9kh6RtIPXH7/DkkfL+mBpDdJel/Buj8v6Wlr7d+11v7a5WsfIum9uetGXsM4nlEl/VywLso9o0r6+fL7L5T009lbj1zPqJJ+NsY8KukfSfofxphPKtoLpDyjSvpY0u9I+ihjzKvVPLj93fzdQIdnNE8//09Jn+e99kZJP2itfSDpP0t6KmsPkOMZVdLP1tovttb+tjHmpqRjSf8rfzeQ8Iwq6eNLf0fS9+RsOIo8o0r62Rjz4ZK+QtIjxhj+Zh7geO4NmNgtSe3TwPdJ+jBr7fskyf2POpfTxtynid8TWPfVzvJvkvSr1tr/lvm5r069HwarqZ9z10W5avrZGPMhkp6V9GmXXxhPNf2s5kbjX0p6m6S/b4z5QGvtj/TeM7Rq6uMfk/Tlkj5UzcPb+313CtfM0s/W2t/2P0PSfWvt+733+y99dgrX1NTPrb8p6XustX9QvjsIqKaPjTF/Ss0Mka+Q9Pf67xICqulnSRdqZvt8t6TnjTFfzQzrftb+sOf9kk4uv/8ARWYyWWs/x3/NGPNZl+v+3uW67798/UMlfaWkT8n4XHfd0GsYR039nLsuytXUz/9A0ldZa/+AaoDR1dTPr5f0ldbadxtjfkDSp0riYc9wNfXx10r6HGutNcZ8i5o+JodrHHP1c8gD5/votqCXmvpZxpgzSZ/ZZ11E1dTHb1XzgB7jq6mfXy/pOWvt/zbGvF3SJ0jiYU8Pa7/YvVPNFDRJ+mhJvzlk3cu6xe+V9EXW2t8r/Nwh24K0avq5YF2Uq6afJX2ipG80xrwg6XXGmK8v2Bak1dTPv65mxofUlPy8VLAtiKupj18j6YnLDIiPkWQLtgVpc/VzyK86pQB/ThzLY6qmn40xT0n6p5L+KrN6RlVFHxtjXiPpwyV9p6Tvk/TpxpgvK9gWpFXRz5d+XdJrL7/n/msIa+1qvyR9kKRfUROi+muSPtj53Qsd6/4JSb8q6Zsl/SdJR5K+UdIrkl64/PrEgnWvvTZ3+6zlq7J+zlqXr2X3s/f75Gfztdx+VvMg4Ecl/Zykn5T0gXO3zxq+Kuvjz5L0G2oyA76Xa/Py+zn0GZL+/OW2PC/p7XO3zZq+Kuvn71dTnteu+xFzt88avmrqY+e1pyR959xts6avmvpZ0p9Wkxv0H9Q82Dueu32W+mUuG3S1Lp8qfqqkn7HWvrtw3deoeUr547b8vy5cW3fI+yGtpn7GdOjnbaCf148+3oa5+jnyfh8m6XWS/o219v8OfT9cqamfMQ36eBvo5/VZ/cMeAAAAAACALVl7Zg8AAAAAAMCm8LAHAAAAAABgRXjYAwAAAAAAsCI87AEAAAAAAFgRHvYAAAAAAACsyP8HB7F3gsOh9jIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIoAAAE8CAYAAACvulo6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAZfUlEQVR4nO3dfYxmV30f8O+P3SA5NgUTRisW2zFtnAq3ePMyJbZZ8EKxMC//2EEYQWkUIhsBRWrURIXiumILipQmRIi3xq4VIcu4tUBQRGNRO2aLXePIs0lsg3CVlNiwDhZLY7O4orTAr388x9phmVnPPDO7zzM7n490dO9z7jn3nmd0dGf2u/elujsAAAAA8LRZDwAAAACA+SAoAgAAACCJoAgAAACAQVAEAAAAQBJBEQAAAACDoAgAAACAJIIiAIATpqreVFV/NOtxAACslaAIAOAEqKrXJvlIkpr1WAAA1kpQBABwYvx6kn8760EAAKyHoAgAYI2q6rer6utV9Y2q+idV9faq+r1l2/+kqi4eH1+X5H/NZqQAANPZOesBAABsBVV1aZI3J7kgybOSPJDkBUluTfJbVXVGkucn+VKSdHdXuesMANhaBEUAAGtzWZKbuvvxJI8neUaSVNXfVtU5SX4xyee6u2c2QgCADXLrGQDAFKrqdVW1O8mnkrxqlE/OdlQAABsjKAIAWJvPJ3ljVT1zBEQfTvKjTIKiy5L8QpK7Zjc8AICNc+sZAMAadPd/rapfzOTZRD9I8pvd/WiSVNVzkvxZd/9olmMEANiochs9AAAAAIlbzwAAAAAYBEUAAAAAJBEUAQAAADAIigAAAABIIigCAAAAYNg56wEcz3Oe85w+99xzZz0MAAAAgFPGwYMHv93dCyttm+ug6Nxzz83S0tKshwEAAABwyqiqh1fb5tYzAAAAAJIIigAAAAAYBEUAAAAAJBEUAQAAADAIigAAAABIIigCAAAAYBAUAQAAAJBEUAQAAADAICgCAAAAIImgCABm4vrrk7PPniwBAGBeCIoAYAb2708OHZosAQBgXgiKAGAGrr02OeusyRIAAObFzlkPAAC2o6uumhQAAJgnrigCAAAAIImgCAAAAIBBUAQAAABAEkERAAAAAIOgCAAAAIAkgiIAAAAABkERAAAAAEkERQAAAAAMgiIAAAAAkgiKAAAAABgERQAAAAAkERQBAAAAMAiKAAAAAEiygaCoqnZV1Z3H2X5OVR2oqjuq6rqaeF5VHRr1B6pqYdrjAwAAALC5dk7TqarOTPLxJKcfp9lbk7ytu79aVbcmeWGSn0vy/u7+2DTHBQAAAODEmfaKoh8muTLJkdUadPd7uvur4+PPJPl2kguTvL2qvlRVfzDlsQEAAAA4AaYKirr7SHd/Zy1tq+rKJF/p7r9JcmuSi7v7oiQ/X1UXTHN8AAAAADbfCX2YdVX93SS/leSfj6q7u/u7Y/3BJOet0OfqqlqqqqXDhw+fyOEBAAAAsMwJC4rGc4xuTvKWZVcffb6qnltVP53klUm+fGy/7r6uuxe7e3FhwbOuAQAAAE6WqR5mfayqenmS87v7w8uq35XknCQfqqok+TdJ3pvkC0n+b5J/393/YzOODwAAAMDGVXfPegyrWlxc7KWlpVkPAwAAAOCUUVUHu3txpW0n9BlFAAAAAGwdgiIAAAAAkgiKAAAAABgERQAAAAAkERQBAAAAMAiKAAAAAEgiKAIAAABgEBQBAAAAkERQBAAAAMAgKAIAAE6a669Pzj57sgRg/giKAACAk2b//uTQockSgPkjKAIAAE6aa69NzjprsgRg/uyc9QAAAIDt46qrJgWA+eSKIgAAAACSCIoAAAAAGARFAAAAACQRFAEAAAAwCIoAAAAASCIoAgAAAGAQFAEAAACQRFAEAAAAwCAoAgAAACCJoAgAAACAQVAEAAAAQBJBEQAAAACDoAgAAACAJBsIiqpqV1XdeZztP1VVn6uqu6vqLavVAQAAAMy7669Pzj57sjyVTRUUVdWZST6e5PTjNHtnkqXuvjjJa6vqGavUAQAAAMy1/fuTQ4cmy1PZtFcU/TDJlUmOHKfNviS3jPW7kyyuUvdjqurqqlqqqqXDhw9POTwAAACAzXPttclZZ02Wp7KpgqLuPtLd33mKZqcneWSsH0mya5W6Y/d9XXcvdvfiwsLCNMMDAAAA2FRXXZV84xuT5ansRD7M+okkp431M8axVqoDAAAAYA6cyKDmYJK9Y31PkodWqQMAAABgDuzcjJ1U1cuTnN/dH15W/fEkf1xVL0lyfpI/zeS2s2PrAAAAAJgDG7qiqLv3jeUdx4RE6e6Hk1ya5L8neUV3/3Cluo0cHwAAAIDNsylXFK2mu/8mR99ytmodAAAAALPnYdIAAAAAJBEUAQAAADAIigAAAABIIigCAAAAYBAUAQAAAJBEUAQAAADAICgCAAAAIImgCAAAAIBBUAQAAABAEkERAAAAAIOgCAAAAIAkgiIAAAAABkERAAAAAEkERQAAAAAMgiIAAAAAkgiKAAAAABgERQAAAAAkERQBAAAAMAiKAAAAAEgiKAIAAABgEBQBAAAAJ9311ydnnz1ZMj8ERQAAAMBJt39/cujQZMn8EBQBAAAAJ9211yZnnTVZMj92Ttuxqm5I8oIkf9zd71th+9uSXDk+PivJnyZ5R5KvjZIk7+zuB6YdAwAAALA1XXXVpDBfprqiqKquSLKjuy9Osruqzju2TXd/rLv3dfe+JHcmuS7JBUlufrJeSAQAAAAwP6a99WxfklvG+h1J9q7WsKqel2RXdx9McmGSy6vqrqq6qaqmvqIJAAAAgM01bVB0epJHxvqRJLuO0/YdST421u9Nckl3703yeJJXH9u4qq6uqqWqWjp8+PCUwwMAAABgvaYNip5IctpYP2O1/VTV05K8rLu/MKru7+5vjvUHk6x0y9p13b3Y3YsLCwtTDg8AAACA9Zo2KDqYo7eb7Uny0CrtXpLJQ6yfdGNV7amqHUkuT3LflMcHAAAAYJNNGxR9Jsmbq+oDSV6f5CtV9RNvPkvyyiRfXPZ5f5Ibk/xFki919+1THh8AAACATTbVw6S7+0hV7UtyaZLf7e5Hs8LVQd39r475/OVM3nwGAAAAwJyZ+q1j3f1Yjr75DAAAAIAtbtpbzwAAAAA4xQiKAAAAAEgiKAIAAABgEBQBAAAAkERQBAAAAMAgKAIAAAAgiaAIAAAAgEFQBAAAAEASQREAAAAAg6AIAAAAgCSCIgAAAAAGQREAAAAASQRFAAAAAAyCIgAAAACSCIoAAAAAGARFAAAAACQRFAEAAAAwCIoAAAAASCIoAgAAAGAQFAEAAACQRFAEAAAAwCAoAgAAACCJoAgAAACAQVAEAAAAQJINBEVVdUNV3V1V16yyfWdVfb2qDozywlH/3qq6t6o+PO2xAQAAANh8UwVFVXVFkh3dfXGS3VV13grNLkhyc3fvG+WBqlpMsjfJi5IcqqpXTD1yAAAAADbVtFcU7Utyy1i/I5Pw51gXJrm8qu6qqpuqameSlyb5VHd3ktuTvGTK4wMAAACwyaYNik5P8shYP5Jk1wpt7k1ySXfvTfJ4klevpV9VXV1VS1W1dPjw4SmHBwAAAMB6TRsUPZHktLF+xir7ub+7vznWH0xy3lr6dfd13b3Y3YsLCwtTDg8AAACA9Zo2KDqYo7eb7Uny0AptbqyqPVW1I8nlSe5bYz8AAAAAZmDnlP0+k+TOqtqd5FVJ3lBV7+vu5W9A25/kE0kqyWe7+/aqelqS36mqDya5bBQAAAAA5sBUQVF3H6mqfUkuTfK73f1oJlcMLW/z5UzefLa87kfjTWevSfLB7v7raY4PAAAAwOab9oqidPdjOfrms/X0+16ST057XAAAAABOjGmfUQQAAADAKUZQBAAAAEASQREAAAAAg6AIAAAAgCSCIgAAAAAGQREAAAAASQRFAAAAAAyCIgAAAACSCIoAAAAAGARFAAAAACQRFAEAAAAwCIoAAAAASCIoAgAAAGAQFAEAAACQRFAEAAAAwCAoAgAAACCJoAgAAACAQVAEAAAAQBJBEQAAAACDoAgAAACAJIIiAAAAAAZBEQAAAABJBEUAAAAADIIiAAAAAJJsICiqqhuq6u6qumaV7c+sqlur6raq+nRVPb2qdlbV16vqwCgvnH7oAAAAAGymqYKiqroiyY7uvjjJ7qo6b4Vmb0ryge6+NMmjSS5LckGSm7t73ygPTDtwAAAAADbXzin77Utyy1i/I8neJH+5vEF3f3TZx4Uk30pyYZLLq+rFSR5O8mvd/YMpxwAAAADAJpr21rPTkzwy1o8k2bVaw6q6KMmZ3X1PknuTXNLde5M8nuTVK7S/uqqWqmrp8OHDUw4PAAAAgPWaNih6IslpY/2M1fZTVc9O8qEkbxlV93f3N8f6g0l+4pa17r6uuxe7e3FhYWHK4QEAAACwXtMGRQczud0sSfYkeejYBlX19ExuT3t3dz88qm+sqj1VtSPJ5Unum/L4AAAAAGyyaYOizyR5c1V9IMnrk3ylqt53TJvfSPLLSd4z3nB2ZZL9SW5M8hdJvtTdt095fAAAAAA2WXX3dB2rzkxyaZIvdvejmzqqYXFxsZeWlk7ErgEAAAC2pao62N2LK22b9q1n6e7HcvTNZwAAAABscdPeegYAAADAKUZQBAAAAEASQREAAAAAg6AIAAAAgCSCIgAAAAAGQREAAAAASQRFAAAAAAyCIgAAAACSCIoAAAAAGARFAAAAACQRFAEAAAAwCIoAAAAASCIoAgAAAGAQFAEAAACQRFAEAAAAwCAoAgAAACCJoAgAAACAQVAEAAAAQBJBEQAAAACDoAgAAACAJIIiAAAAAAZBEQAAAABJBEUAAAAADIIiAAAAAJJsICiqqhuq6u6qumY9bdbSDwAAAICTb6qgqKquSLKjuy9OsruqzltLm7X0AwAAAGA2pr2iaF+SW8b6HUn2rrHNWvoBAAAAMAPTBkWnJ3lkrB9JsmuNbZ6yX1VdXVVLVbV0+PDhKYcHAAAAwHpNGxQ9keS0sX7GKvtZqc1T9uvu67p7sbsXFxYWphweAAAAAOs1bVB0MEdvG9uT5KE1tllLPwAAAABmYOeU/T6T5M6q2p3kVUneUFXv6+5rjtPmwiS9Qh0AAAAAc2CqK4q6+0gmD6a+J8nLuvu+Y0Kildp8Z6W66YcOAAAAwGaa9oqidPdjOfoGszW3WUs/AAAAAE6+aZ9RBAAAAMApRlAEAAAAQBJBEQAAAACDoAgAAACAJIIiAAAAAAZBEQAAAABJBEUAAAAADIIiAAAAAJIIigAAAAAYBEUAAAAAJBEUAQAAADAIigAAAABIIigCAAAAYBAUAQAAAJBEUAQAAADAICgCAAAAIImgCAAAAIBBUAQAAABAEkERAAAAAIOgCAAAAIAkgiIAAAAABkERAAAAAEkERQAAAAAMgiIAAAAAkkwRFFXVDVV1d1Vdc5w2z6yqW6vqtqr6dFU9vap2VtXXq+rAKC/c2NABAAAA2EzrCoqq6ookO7r74iS7q+q8VZq+KckHuvvSJI8muSzJBUlu7u59ozywkYEDAAAAsLnWe0XRviS3jPU7kuxdqVF3f7S7bxsfF5J8K8mFSS6vqruq6qaq2rlS36q6uqqWqmrp8OHD6xweAAAAANM6blBUVX+47FaxA0nemeSRsflIkl1P0f+iJGd29z1J7k1ySXfvTfJ4klev1Ke7r+vuxe5eXFhYWNeXAQAAAGB6K17V86Tufuvyz1X1wSSnjY9n5DhBU1U9O8mHkvzqqLq/u78/1h9MstptawAAAADMwHpvPTuYo7eb7Uny0EqNqurpmdyi9u7ufnhU31hVe6pqR5LLk9y3/uECAAAAcKIc94qiFXwmyZ1VtTvJq5JcWFXnJ3ljdy9/C9pvJPnlJO+pqvck+ViS/Uk+kaSSfLa7b9/o4AEAAADYPNXd6+tQdWaSS5N8sbsfPSGjGhYXF3tpaelEHgIAAABgW6mqg929uNK29V5RlO5+LEfffAYAAADAKWK9zygCAAAA4BQlKAIAAAAgiaAIAAAAgEFQBAAAAEASQREAAAAAg6AIAAAAgCSCIgAAAAAGQREAAAAASQRFAAAAAAyCIgAAAACSCIoAAAAAGARFAAAAACQRFAEAAAAwCIoAAAAASCIoAgAAAGAQFAEAAACQRFAEAAAAwCAoAgAAACCJoAgAAACAQVAEAAAAQBJBEQAAAACDoAgAAACAJIIiAAAAAIZ1B0VVdUNV3V1V1xynzc6q+npVHRjlhaP+vVV1b1V9eCOD3mquvz45++zJEgAAAGBerSsoqqorkuzo7ouT7K6q81ZpekGSm7t73ygPVNVikr1JXpTkUFW9YkMj30L2708OHZosAQAAAObVeq8o2pfklrF+RybBz0ouTHJ5Vd1VVTdV1c4kL03yqe7uJLcneckU492Srr02OeusyRIAAABgXu083saq+sMkf39Z1SVJbhjrR5L83Cpd701ySXd/s6o+kuTVSU5P8j+X9d21yjGvTnJ1kpxzzjlr+Arz76qrJgUAAABgnh03KOruty7/XFUfTHLa+HhGVr8i6f7u/v5YfzDJeUmeWEvf7r4uyXVJsri42E8xfgAAAAA2yXpvPTuYo7eb7Uny0CrtbqyqPVW1I8nlSe5bR18AAAAAZuC4VxSt4DNJ7qyq3UleleTCqjo/yRu7e/lb0PYn+USSSvLZ7r69qp6W5HfGVUmXjQIAAADAnKjJs6XX0aHqzCSXJvlidz+6zr6nJXlNkj/r7q89VfvFxcVeWlpa1/gAAAAAWF1VHezuxZW2rfeKonT3Yzn65rP19v1ekk9O0xcAAACAE2u9zygCAAAA4BQlKAIAAAAgiaAIAAAAgEFQBAAAAEASQREAAAAAQ3X3rMewqqo6nOThWY/jBHpOkm/PehAQc5H5YS4yL8xF5oW5yDwwD5kX5uLm+dnuXlhpw1wHRae6qlrq7sVZjwPMReaFuci8MBeZF+Yi88A8ZF6YiyeHW88AAAAASCIoAgAAAGAQFM3WdbMeAAzmIvPCXGRemIvMC3OReWAeMi/MxZPAM4oAAAAASOKKIgAAAAAGQREAW1JVPbuqLq2q58x6LAAAzJeqem5VvaKqnjHrsWw1gqJ1qqobquruqrpmfH5mVd1aVbdV1aer6ulr7bta3Wb35dQ0w7m4q6ruXPb5eVV1qKoOjLKwGd+PrWMWc7GqnpvkvyR5UZIvPDnvnBe3t1mdF0fbXVX152N9Z1V9fdl58YWb8f3YOk7AXPyx372r9Pupqvrc6PuW1erYPmYxD0e7F1TVf172+cVV9VfjfPgnG/1ebD0zOidekOQ/JXlxkv9WVU93Tlw7QdE6VNUVSXZ098VJdlfVeUnelOQD3X1pkkeTXLbWvqvsb1P7cmqa4Vw8M8nHk5y+rPpXkry/u/eNcnizvifzb1ZzMck/SPKb3f3+JJ9P8kvOi9vbDOfik34vyWlj/YIkNy87Lz6w8W/IVnEC5uJKv3tX8s4kS6Pva2vyP+gr1bENzGoeVtXfS/LvkjxzWfWvJHnnOB/+441+N7aWGZ4Tz0/y69393iRfS/L8OCeumaBoffYluWWs35Fkb3d/tLtvG3ULSb611r6r1KWqTquqm6bpy7axL7OZiz9McmWSI8vqLkzy9qr6UlX9wZTfh61rX2YwF7v79u6+p6pemslVRV9arS/bxr7M5ryYqnp5kv+dyR+7yeS8eHlV3VVVN1XVzum/FlvQvmzuXFzpd2+q6vlV9fur9L07yeIqdWwP+zKbefjdJL96zP4uTLK/qu6pqt9e/1dhi9uXGczF7v6PSR6uqtckOTPJX8U5cc0ERetzepJHxvqRJLue3FBVFyU5s7vvWUffFffX3d/r7jdN05dtYyZzsbuPdPd3jtnfrUku7u6Lkvz8uMyT7WNW58VUVWXyh8L/y+SPBufF7W0mc3FcLn9tknct29+9SS7p7r1JHk/y6qm/FVvRps7FVX73prv/urv/xVMc13lx+5rJPOzub3X3949p9kdJLsrkH/lXVtXPTPOF2LJmdU5MkjOSvD7J3ybp442FHycoWp8ncvSy8jMyfn5V9ewkH0pyvPscV+q74v42uS+nplnNxZXc3d3fHesPJnG7z/Yys7nYE+/I5H+EXruevpySZjUX35XkI939+LK6+7v7m2PdeXH72ey5uJHjOi9uX7Oahyu5o7t/0N0/SPJwknM3uD+2lpnNxe5+vLt/Lcn/SfKPNrq/7cQPZn0O5uitDHuSPDT+J/GWJO/u7ofX03eVus3uy6lpVnNxJZ+vyRsFfjrJK5N8eR192fpmMher6l9W1T8dH5+VyVUbzovb26zOi69I8o6qOpDkF6rqPyS5sar2VNWOJJcnuW+aL8SWtdlzcerjbnB/bG2zmoc/Zlz9e1dVnVFVu5L8Uia3ALF9zGQuVtXHxiMKEn8rrl93K2ssSf5OJn/sfSDJVzN5SNvbkjyW5MAoV66j70/UjbanJblpmr7K9iizmovL9nFg2frLMvkf8/uT/LNZ/2yUk1tmeF48M8ltSb6Y5KNJynlxe5dZnxfHtgNj+Q/HOfGBTB72P/Ofj3LyymbPxWXbDhzT9vlJfn/Z559N8pUkH8zk9scdK9XN+uejnJwyq3m4Urskb0jyl0n+PMnrZv2zUU5umeE58flJ7kpyZ5J/PeqcE9dYavzAWKPxlPVLk3yxux99qvZP1Xet+9tIX05Ns5qLcKx5movm8fY2T3OR7W1W57Gq2p3J/5Z/vsczPFaqY3vw+5R5MU9z0TlxbQRFAAAAACTxjCIAAAAABkERAAAAAEkERQAAAAAMgiIAAAAAkgiKAAAAABj+P5jySLtoqvL2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(3):\n",
    "    predict = pd.read_pickle(f'tmp/predict_B_{i}.pkl')\n",
    "    for kpi in ['dv1', 'dv2', 'mv1', 'cv1', 'cv2']:\n",
    "        _ = plt.figure(figsize=(20, 5))\n",
    "        _ = plt.title(f'{kpi}')\n",
    "        _ = plt.scatter(predict.time, predict[kpi], s=3, c='b')\n",
    "        _ = plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "26894c6e-5058-4793-930f-bcd7cc6e6730",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cv1</th>\n",
       "      <th>cv2</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>第一组数据开始</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   cv1  cv2  Unnamed: 2 Unnamed: 3\n",
       "0  300  0.5         NaN    第一组数据开始\n",
       "1  300  0.5         NaN        NaN\n",
       "2  300  0.5         NaN        NaN\n",
       "3  300  0.5         NaN        NaN\n",
       "4  300  0.5         NaN        NaN"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv('sample_submission_B.csv', encoding='GBK')[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "cabb21b7-c2ac-4df6-88bb-b7c148ab5f99",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cv1</th>\n",
       "      <th>cv2</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>第二组数据开始</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      cv1  cv2  Unnamed: 2 Unnamed: 3\n",
       "2002  300  0.5         NaN    第二组数据开始\n",
       "2003  300  0.5         NaN        NaN\n",
       "2004  300  0.5         NaN        NaN\n",
       "2005  300  0.5         NaN        NaN\n",
       "2006  300  0.5         NaN        NaN"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv('sample_submission_B.csv', encoding='GBK')[2002:2007]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6fca5d49-2045-43bc-a5e7-634f9bf6041e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cv1</th>\n",
       "      <th>cv2</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4004</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>第三组数据开始</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4005</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4006</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4007</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4008</th>\n",
       "      <td>300</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      cv1  cv2  Unnamed: 2 Unnamed: 3\n",
       "4004  300  0.5         NaN    第三组数据开始\n",
       "4005  300  0.5         NaN        NaN\n",
       "4006  300  0.5         NaN        NaN\n",
       "4007  300  0.5         NaN        NaN\n",
       "4008  300  0.5         NaN        NaN"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv('sample_submission_B.csv', encoding='GBK')[4004:4009]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch",
   "language": "python",
   "name": "pytorch"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
